Load data

Got tables from appkernel.ccr.buffalo.edu modw database.

# cleanup
dbDisconnect(con)
Error in dbDisconnect(con) : object 'con' not found
# renaming things to make it more straightforward...?
all_res <- all_res1
Error: object 'all_res1' not found
# doesn't apply for me
# this section appears to determine what sort of node/cpu it ran on? So not exactly similar for me
edge_CPU_L5520 <-c(
sprintf("cpn-d14-%02d", seq(2,23)),
sprintf("cpn-d14-%02d", seq(26,39)),
sprintf("cpn-d15-%02d", c(seq(1,32),seq(34,40))),
sprintf("cpn-d16-%02d", c(seq(2,14),seq(17,41))),
"cpn-d15-33",
"cpn-d16-15",
"cpn-d16-16"
)

nodes_CPU_L5520 <- rep(FALSE,times=nrow(all_res))
for(i in 1:nrow(all_res)){
    #i<-1
    m_nodes<-strsplit(trimws(gsub(";"," ",all_res$nodes[[i]]))," ")[[1]]
    rigth_cpu <- TRUE
    for(m_node in m_nodes){
        #print(paste(m_node,m_node %in% edge_CPU_L5520))
        if(!(m_node %in% edge_CPU_L5520)){
            rigth_cpu=FALSE
        }
    }
    #print(paste(i,rigth_cpu))
    nodes_CPU_L5520[i]<-rigth_cpu
}
all_res$resource[nodes_CPU_L5520] <- "edge8core_ibm"
all_res$resource[all_res$resource=="edge"] <- "edge8core_dell"

all <- all_res %>% filter(app!="test") %>%
    select(state,task_id,resource,app,nnodes,walltime,collected,body)
# replacing on a conditional
all_res$cpu_type[grepl("cpn-u25-39",all_res$nodes)] <- "CPU-GOLD-6130"
Warning message:
In UseMethod("as.list") :
  call dbDisconnect() when finished working with a connection
# parses the body for all of the various metrics/info
metrics <- all %>% group_by(state,resource,app,nnodes,task_id) %>% do(get_metrics(.$body) )
Warning in .Internal(unique(x, incomparables, fromLast, nmax)) :
  call dbDisconnect() when finished working with a connection

|======================                                                                                                                                              | 14% ~13 s remaining    
|======================                                                                                                                                              | 14% ~13 s remaining    
|=======================                                                                                                                                             | 14% ~13 s remaining    
|========================                                                                                                                                            | 15% ~13 s remaining    
|========================                                                                                                                                            | 15% ~13 s remaining    
|=========================                                                                                                                                           | 16% ~13 s remaining    
|==========================                                                                                                                                          | 16% ~12 s remaining    
|===========================                                                                                                                                         | 16% ~12 s remaining    
|===========================                                                                                                                                         | 17% ~13 s remaining    
|============================                                                                                                                                        | 17% ~13 s remaining    
|============================                                                                                                                                        | 17% ~13 s remaining    
|=============================                                                                                                                                       | 18% ~13 s remaining    
|=============================                                                                                                                                       | 18% ~13 s remaining    
|==============================                                                                                                                                      | 18% ~13 s remaining    
|==============================                                                                                                                                      | 19% ~13 s remaining    
|===============================                                                                                                                                     | 19% ~13 s remaining    
|===============================                                                                                                                                     | 19% ~13 s remaining    
|================================                                                                                                                                    | 20% ~13 s remaining    
|================================                                                                                                                                    | 20% ~13 s remaining    
|=================================                                                                                                                                   | 20% ~13 s remaining    
|=================================                                                                                                                                   | 21% ~14 s remaining    
|==================================                                                                                                                                  | 21% ~14 s remaining    
|==================================                                                                                                                                  | 21% ~14 s remaining    
|===================================                                                                                                                                 | 22% ~14 s remaining    
|===================================                                                                                                                                 | 22% ~14 s remaining    
|====================================                                                                                                                                | 22% ~14 s remaining    
|====================================                                                                                                                                | 23% ~14 s remaining    
|=====================================                                                                                                                               | 23% ~14 s remaining    
|======================================                                                                                                                              | 23% ~14 s remaining    
|======================================                                                                                                                              | 24% ~14 s remaining    
|=======================================                                                                                                                             | 24% ~14 s remaining    
|=======================================                                                                                                                             | 24% ~14 s remaining    
|========================================                                                                                                                            | 24% ~14 s remaining    
|========================================                                                                                                                            | 25% ~14 s remaining    
|=========================================                                                                                                                           | 25% ~14 s remaining    
|=========================================                                                                                                                           | 25% ~14 s remaining    
|==========================================                                                                                                                          | 26% ~14 s remaining    
|==========================================                                                                                                                          | 26% ~14 s remaining    
|===========================================                                                                                                                         | 26% ~14 s remaining    
|===========================================                                                                                                                         | 27% ~14 s remaining    
|============================================                                                                                                                        | 27% ~14 s remaining    
|============================================                                                                                                                        | 27% ~14 s remaining    
|=============================================                                                                                                                       | 28% ~14 s remaining    
|=============================================                                                                                                                       | 28% ~14 s remaining    
|==============================================                                                                                                                      | 28% ~14 s remaining    
|==============================================                                                                                                                      | 28% ~14 s remaining    
|===============================================                                                                                                                     | 29% ~14 s remaining    
|===============================================                                                                                                                     | 29% ~14 s remaining    
|================================================                                                                                                                    | 29% ~14 s remaining    
|================================================                                                                                                                    | 30% ~14 s remaining    
|=================================================                                                                                                                   | 30% ~14 s remaining    
|=================================================                                                                                                                   | 30% ~14 s remaining    
|==================================================                                                                                                                  | 31% ~14 s remaining    
|==================================================                                                                                                                  | 31% ~14 s remaining    
|===================================================                                                                                                                 | 31% ~14 s remaining    
|===================================================                                                                                                                 | 32% ~14 s remaining    
|====================================================                                                                                                                | 32% ~14 s remaining    
|=====================================================                                                                                                               | 32% ~14 s remaining    
|=====================================================                                                                                                               | 33% ~14 s remaining    
|======================================================                                                                                                              | 33% ~14 s remaining    
|======================================================                                                                                                              | 33% ~14 s remaining    
|=======================================================                                                                                                             | 34% ~14 s remaining    
|=======================================================                                                                                                             | 34% ~13 s remaining    
|========================================================                                                                                                            | 34% ~13 s remaining    
|========================================================                                                                                                            | 35% ~13 s remaining    
|=========================================================                                                                                                           | 35% ~13 s remaining    
|=========================================================                                                                                                           | 35% ~13 s remaining    
|==========================================================                                                                                                          | 36% ~13 s remaining    
|==========================================================                                                                                                          | 36% ~13 s remaining    
|===========================================================                                                                                                         | 36% ~13 s remaining    
|===========================================================                                                                                                         | 36% ~13 s remaining    
|============================================================                                                                                                        | 37% ~13 s remaining    
|============================================================                                                                                                        | 37% ~13 s remaining    
|=============================================================                                                                                                       | 37% ~13 s remaining    
|=============================================================                                                                                                       | 38% ~13 s remaining    
|==============================================================                                                                                                      | 38% ~13 s remaining    
|==============================================================                                                                                                      | 38% ~13 s remaining    
|===============================================================                                                                                                     | 39% ~13 s remaining    
|===============================================================                                                                                                     | 39% ~13 s remaining    
|================================================================                                                                                                    | 39% ~13 s remaining    
|================================================================                                                                                                    | 40% ~13 s remaining    
|=================================================================                                                                                                   | 40% ~13 s remaining    
|=================================================================                                                                                                   | 40% ~13 s remaining    
|==================================================================                                                                                                  | 40% ~13 s remaining    
|==================================================================                                                                                                  | 41% ~13 s remaining    
|===================================================================                                                                                                 | 41% ~13 s remaining    
|===================================================================                                                                                                 | 41% ~13 s remaining    
|====================================================================                                                                                                | 42% ~12 s remaining    
|=====================================================================                                                                                               | 42% ~12 s remaining    
|=====================================================================                                                                                               | 42% ~12 s remaining    
|======================================================================                                                                                              | 43% ~12 s remaining    
|======================================================================                                                                                              | 43% ~12 s remaining    
|=======================================================================                                                                                             | 43% ~12 s remaining    
|=======================================================================                                                                                             | 44% ~12 s remaining    
|========================================================================                                                                                            | 44% ~12 s remaining    
|========================================================================                                                                                            | 44% ~12 s remaining    
|=========================================================================                                                                                           | 45% ~12 s remaining    
|=========================================================================                                                                                           | 45% ~12 s remaining    
|==========================================================================                                                                                          | 45% ~12 s remaining    
|==========================================================================                                                                                          | 46% ~12 s remaining    
|===========================================================================                                                                                         | 46% ~12 s remaining    
|===========================================================================                                                                                         | 46% ~12 s remaining    
|============================================================================                                                                                        | 47% ~12 s remaining    
|============================================================================                                                                                        | 47% ~12 s remaining    
|=============================================================================                                                                                       | 47% ~11 s remaining    
|=============================================================================                                                                                       | 48% ~11 s remaining    
|==============================================================================                                                                                      | 48% ~11 s remaining    
|==============================================================================                                                                                      | 48% ~11 s remaining    
|===============================================================================                                                                                     | 48% ~11 s remaining    
|================================================================================                                                                                    | 49% ~11 s remaining    
|================================================================================                                                                                    | 49% ~11 s remaining    
|=================================================================================                                                                                   | 49% ~11 s remaining    
|=================================================================================                                                                                   | 50% ~11 s remaining    
|==================================================================================                                                                                  | 50% ~11 s remaining    
|==================================================================================                                                                                  | 50% ~11 s remaining    
|===================================================================================                                                                                 | 51% ~11 s remaining    
|====================================================================================                                                                                | 51% ~11 s remaining    
|=====================================================================================                                                                               | 52% ~10 s remaining    
|=====================================================================================                                                                               | 52% ~10 s remaining    
|======================================================================================                                                                              | 53% ~10 s remaining    
|=======================================================================================                                                                             | 53% ~10 s remaining    
|=======================================================================================                                                                             | 54% ~10 s remaining    
|========================================================================================                                                                            | 54% ~10 s remaining    
|=========================================================================================                                                                           | 54% ~10 s remaining    
|==========================================================================================                                                                          | 55% ~10 s remaining    
|==========================================================================================                                                                          | 55% ~9 s remaining     
|===========================================================================================                                                                         | 56% ~9 s remaining     
|============================================================================================                                                                        | 56% ~9 s remaining     
|============================================================================================                                                                        | 57% ~9 s remaining     
|=============================================================================================                                                                       | 57% ~9 s remaining     
|==============================================================================================                                                                      | 57% ~9 s remaining     
|==============================================================================================                                                                      | 58% ~9 s remaining     
|===============================================================================================                                                                     | 58% ~9 s remaining     
|================================================================================================                                                                    | 59% ~9 s remaining     
|=================================================================================================                                                                   | 59% ~8 s remaining     
|==================================================================================================                                                                  | 60% ~8 s remaining     
|==================================================================================================                                                                  | 60% ~8 s remaining     
|===================================================================================================                                                                 | 61% ~8 s remaining     
|====================================================================================================                                                                | 61% ~8 s remaining     
|====================================================================================================                                                                | 61% ~8 s remaining     
|=====================================================================================================                                                               | 62% ~8 s remaining     
|======================================================================================================                                                              | 62% ~8 s remaining     
|=======================================================================================================                                                             | 63% ~8 s remaining     
|=======================================================================================================                                                             | 63% ~7 s remaining     
|========================================================================================================                                                            | 64% ~7 s remaining     
|=========================================================================================================                                                           | 64% ~7 s remaining     
|==========================================================================================================                                                          | 65% ~7 s remaining     
|===========================================================================================================                                                         | 65% ~7 s remaining     
|===========================================================================================================                                                         | 66% ~7 s remaining     
|============================================================================================================                                                        | 66% ~7 s remaining     
|=============================================================================================================                                                       | 67% ~7 s remaining     
|=============================================================================================================                                                       | 67% ~7 s remaining     
|==============================================================================================================                                                      | 67% ~7 s remaining     
|==============================================================================================================                                                      | 68% ~7 s remaining     
|===============================================================================================================                                                     | 68% ~7 s remaining     
|===============================================================================================================                                                     | 68% ~6 s remaining     
|================================================================================================================                                                    | 68% ~6 s remaining     
|================================================================================================================                                                    | 69% ~6 s remaining     
|=================================================================================================================                                                   | 69% ~6 s remaining     
|=================================================================================================================                                                   | 69% ~6 s remaining     
|==================================================================================================================                                                  | 70% ~6 s remaining     
|==================================================================================================================                                                  | 70% ~6 s remaining     
|===================================================================================================================                                                 | 70% ~6 s remaining     
|===================================================================================================================                                                 | 71% ~6 s remaining     
|====================================================================================================================                                                | 71% ~6 s remaining     
|=====================================================================================================================                                               | 71% ~6 s remaining     
|=====================================================================================================================                                               | 72% ~6 s remaining     
|======================================================================================================================                                              | 72% ~6 s remaining     
|======================================================================================================================                                              | 72% ~6 s remaining     
|=======================================================================================================================                                             | 73% ~6 s remaining     
|=======================================================================================================================                                             | 73% ~6 s remaining     
|========================================================================================================================                                            | 73% ~6 s remaining     
|========================================================================================================================                                            | 74% ~5 s remaining     
|=========================================================================================================================                                           | 74% ~5 s remaining     
|=========================================================================================================================                                           | 74% ~5 s remaining     
|==========================================================================================================================                                          | 74% ~5 s remaining     
|==========================================================================================================================                                          | 75% ~5 s remaining     
|===========================================================================================================================                                         | 75% ~5 s remaining     
|===========================================================================================================================                                         | 75% ~5 s remaining     
|============================================================================================================================                                        | 76% ~5 s remaining     
|============================================================================================================================                                        | 76% ~5 s remaining     
|=============================================================================================================================                                       | 76% ~5 s remaining     
|=============================================================================================================================                                       | 77% ~5 s remaining     
|==============================================================================================================================                                      | 77% ~5 s remaining     
|==============================================================================================================================                                      | 77% ~5 s remaining     
|===============================================================================================================================                                     | 78% ~5 s remaining     
|===============================================================================================================================                                     | 78% ~5 s remaining     
|================================================================================================================================                                    | 78% ~5 s remaining     
|================================================================================================================================                                    | 78% ~5 s remaining     
|=================================================================================================================================                                   | 79% ~4 s remaining     
|=================================================================================================================================                                   | 79% ~4 s remaining     
|==================================================================================================================================                                  | 79% ~4 s remaining     
|==================================================================================================================================                                  | 80% ~4 s remaining     
|===================================================================================================================================                                 | 80% ~4 s remaining     
|===================================================================================================================================                                 | 80% ~4 s remaining     
|====================================================================================================================================                                | 81% ~4 s remaining     
|====================================================================================================================================                                | 81% ~4 s remaining     
|=====================================================================================================================================                               | 81% ~4 s remaining     
|=====================================================================================================================================                               | 82% ~4 s remaining     
|======================================================================================================================================                              | 82% ~4 s remaining     
|======================================================================================================================================                              | 82% ~4 s remaining     
|=======================================================================================================================================                             | 83% ~4 s remaining     
|=======================================================================================================================================                             | 83% ~4 s remaining     
|========================================================================================================================================                            | 83% ~4 s remaining     
|========================================================================================================================================                            | 83% ~4 s remaining     
|=========================================================================================================================================                           | 84% ~3 s remaining     
|=========================================================================================================================================                           | 84% ~3 s remaining     
|==========================================================================================================================================                          | 84% ~3 s remaining     
|==========================================================================================================================================                          | 85% ~3 s remaining     
|===========================================================================================================================================                         | 85% ~3 s remaining     
|===========================================================================================================================================                         | 85% ~3 s remaining     
|============================================================================================================================================                        | 86% ~3 s remaining     
|============================================================================================================================================                        | 86% ~3 s remaining     
|=============================================================================================================================================                       | 86% ~3 s remaining     
|=============================================================================================================================================                       | 87% ~3 s remaining     
|==============================================================================================================================================                      | 87% ~3 s remaining     
|===============================================================================================================================================                     | 87% ~3 s remaining     
|===============================================================================================================================================                     | 88% ~3 s remaining     
|================================================================================================================================================                    | 88% ~3 s remaining     
|================================================================================================================================================                    | 88% ~3 s remaining     
|=================================================================================================================================================                   | 88% ~2 s remaining     
|=================================================================================================================================================                   | 89% ~2 s remaining     
|=================================================================================================================================================                   | 89% ~2 s remaining     
|==================================================================================================================================================                  | 89% ~2 s remaining     
|==================================================================================================================================================                  | 90% ~2 s remaining     
|===================================================================================================================================================                 | 90% ~2 s remaining     
|===================================================================================================================================================                 | 90% ~2 s remaining     
|====================================================================================================================================================                | 91% ~2 s remaining     
|=====================================================================================================================================================               | 91% ~2 s remaining     
|=====================================================================================================================================================               | 91% ~2 s remaining     
|=====================================================================================================================================================               | 91% ~2 s remaining     
|======================================================================================================================================================              | 92% ~2 s remaining     
|======================================================================================================================================================              | 92% ~2 s remaining     
|=======================================================================================================================================================             | 92% ~2 s remaining     
|=======================================================================================================================================================             | 93% ~2 s remaining     
|========================================================================================================================================================            | 93% ~2 s remaining     
|========================================================================================================================================================            | 93% ~1 s remaining     
|=========================================================================================================================================================           | 94% ~1 s remaining     
|==========================================================================================================================================================          | 94% ~1 s remaining     
|==========================================================================================================================================================          | 94% ~1 s remaining     
|===========================================================================================================================================================         | 95% ~1 s remaining     
|===========================================================================================================================================================         | 95% ~1 s remaining     
|============================================================================================================================================================        | 95% ~1 s remaining     
|============================================================================================================================================================        | 96% ~1 s remaining     
|=============================================================================================================================================================       | 96% ~1 s remaining     
|=============================================================================================================================================================       | 96% ~1 s remaining     
|==============================================================================================================================================================      | 96% ~1 s remaining     
|==============================================================================================================================================================      | 97% ~1 s remaining     
|===============================================================================================================================================================     | 97% ~1 s remaining     
|===============================================================================================================================================================     | 97% ~1 s remaining     
|================================================================================================================================================================    | 98% ~1 s remaining     
|================================================================================================================================================================    | 98% ~0 s remaining     
|=================================================================================================================================================================   | 98% ~0 s remaining     
|=================================================================================================================================================================   | 98% ~0 s remaining     
|=================================================================================================================================================================   | 99% ~0 s remaining     
|==================================================================================================================================================================  | 99% ~0 s remaining     
|==================================================================================================================================================================  | 99% ~0 s remaining     
|=================================================================================================================================================================== |100% ~0 s remaining     
|====================================================================================================================================================================|100% ~0 s remaining     
# gets only the entries that are hpcc
all_hpcc <- all[all$app == "HPCC",]
all_hpcc$task_id <- as.numeric(all_hpcc$task_id)
metrics_hpcc <- metrics[metrics$app == "HPCC",]

# keeps the units of metrics intact
metrics_hpcc$metric_and_units <- paste(metrics_hpcc$metric, "(", metrics_hpcc$units,")", sep="")
remove(temp)

# makes a data frame with 21 columns, 25 rows (however many metrics there are)
temp <- data.frame(matrix(ncol=length(unique(metrics_hpcc$metric_and_units)), nrow=length(unique(metrics_hpcc$task_id))))

# sets up the name of the columns (based on the metrics gotten)
column_names = c("task_id", unique(metrics_hpcc$metric_and_units))
colnames(temp) <- column_names
Error in names(x) <- value : 
  'names' attribute [21] must be the same length as the vector [20]
full_gamess <- setup_data("GAMESS")
full_gamess <- setup_data("GAMESS")
full_hpcg <- setup_data("HPCG") 
full_hpcc <- setup_data("HPCC")
full_hpcg <- setup_data("HPCG") 
full_hpcc <- setup_data("HPCC")
full_ior <- setup_data("IOR")
Error in `$<-.data.frame`(`*tmp*`, "metric_and_units", value = "()") : 
  replacement has 1 row, data has 0

t.test(hpcc_singularity$`Fast Fourier Transform (FFTW) Floating-Point Performance(MFLOP per Second)`, hpcc_bare_metal$`Fast Fourier Transform (FFTW) Floating-Point Performance(MFLOP per Second)`)

    Welch Two Sample t-test

data:  hpcc_singularity$`Fast Fourier Transform (FFTW) Floating-Point Performance(MFLOP per Second)` and hpcc_bare_metal$`Fast Fourier Transform (FFTW) Floating-Point Performance(MFLOP per Second)`
t = -3.6828, df = 207.04, p-value = 0.0002944
alternative hypothesis: true difference in means is not equal to 0
95 percent confidence interval:
 -510.4233 -154.4815
sample estimates:
mean of x mean of y 
 19772.84  20105.30 
ggplot(full_hpcc, aes(x = resource, y = walltime, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='centerwhole')
colnames(full_hpcc) <- gsub(" ","_",colnames(full_hpcc))
ggplot(full_hpcc, aes(x = resource, y = `MPI Random Access(MUpdate per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center', binwidth=0.1)
ggplot(full_hpcc, aes(x = resource, y = `Average Double-Precision General Matrix Multiplication (DGEMM) Floating-Point Performance(MFLOP per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')
ggplot(full_hpcc, aes(x = resource, y = `Average STREAM 'Add' Memory Bandwidth(MByte per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')
ggplot(full_hpcc, aes(x = resource, y = `Average STREAM 'Copy' Memory Bandwidth(MByte per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')
ggplot(full_hpcc, aes(x = resource, y = `Fast Fourier Transform (FFTW) Floating-Point Performance(MFLOP per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')
ggplot(full_hpcc, aes(x = resource, y = `High Performance LINPACK Efficiency(Percent)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')
ggplot(full_hpcc, aes(x = resource, y = `Parallel Matrix Transpose (PTRANS)(MByte per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')
# making sure to filter out any resources we aint using
metrics %<>% filter(resource %in% c("vortex_bare_metal","vortex_dock_sing"))

metrics$resource <- factor(
    metrics$resource,
    levels = unique(c("vortex_bare_metal","vortex_dock_sing")))

levels(metrics$resource) <- c("TestCluster","ProductionCluster")
metrics$nnodes <- factor(metrics$nnodes,levels = unique(c(1,2,4,8,16,metrics$nnodes)))

metrics$state_id <- metrics$state
metrics$state <- as.character(metrics$state_id)
metrics$state[metrics$state=="1"]<-"Before"
metrics$state[metrics$state=="2"]<-"After"

metrics$state <- factor(metrics$state,levels = c("Before","After"))

metrics %<>% arrange(collected)

#convert md performance should be ns/day was sim second per Day
j <- metrics$metric=="Molecular Dynamics Performance"
metrics$value[j] <- metrics$value[j]*1e9
metrics$units[j] <- "ns/day"
write.csv(metrics,"metrics.csv")
save(
    list=c("metrics"),
    file="metrics.Rdata"
)


metrics %<>% filter(app %in% c("HPCC","NAMD"))
metrics$app <- factor(as.character(metrics$app),levels = c("HPCC","NAMD"))

selected_metrics <- c(
    "Wall Clock Time",
    "Molecular Dynamics Simulation Performance",
    "High Performance LINPACK Floating-Point Performance",
    "Fast Fourier Transform (FFTW) Floating-Point Performance",
    "Average Double-Precision General Matrix Multiplication (DGEMM) Floating-Point Performance",
    "Average STREAM 'Copy' Memory Bandwidth"
)
metrics %<>% filter(metric %in% selected_metrics)
metrics$metric <- factor(as.character(metrics$metric),levels = selected_metrics)
metrics$metric_long <- metrics$metric
levels(metrics$metric) <- c(
    "Wall Time",
    "MD Perf.",
    "LINPACK",
    "FFT",
    "DGEMM",
    "STREAM"
)

#convert md performance should be ns/day was sim second per Day
j <- metrics$metric=="Molecular Dynamics Performance"
metrics$value[j] <- metrics$value[j]*1e9

j <- metrics$metric=="LINPACK"
metrics$value[j] <- metrics$value[j]/1024

#metrics %>% group_by(metric) %>% summarise(units=last(units))
metrics$units <- metrics$metric
levels(metrics$units) <- c(
    "s",
    "ns/day",
    "GFLOP/s",
    "MFLOP/s",
    "MFLOP/s",
    "MB/s"
)

save(
    list=c("metrics"),
    file="metrics_selected.Rdata"
)
load(file="metrics_selected.Rdata")
#select only what is needed2

#only up to 30 points for Testing-Cluster
metrics %>% group_by(resource, app, nnodes, metric, state) %>% 
    mutate(id = row_number()) %>% 
    summarise(n=n(),avg=mean(value),units=last(units))
    
metrics %<>% group_by(resource, app, nnodes, metric, state) %>% 
        mutate(id = row_number()) %>% ungroup()


metrics %<>% filter(!(resource=="Testing-Cluster" & id > 30L))

#Sparcify After for UBHPC
metrics %>% filter(resource=="UB-HPC" & app == "NAMD") %>% group_by(resource, app, nnodes, metric, state) %>% 
    mutate(id = row_number()) %>% 
    summarise(n=n(),avg=mean(value),units=last(units))

metrics_ubhpc <- metrics %>% filter(resource=="UB-HPC" & state=="After" & metric == "Wall Time" & app == "NAMD" & nnodes == 1L & id > 10)
set.seed(08122018)
remover_task_id <- metrics_ubhpc$task_id[!(metrics_ubhpc$task_id %in% sample(metrics_ubhpc$task_id,size = 20L))]
metrics %<>% filter(!(task_id %in% remover_task_id))

metrics_ubhpc <- metrics %>% filter(resource=="UB-HPC" & state=="After" & metric == "Wall Time" & app == "NAMD" & nnodes == 2L & id > 20)
remover_task_id <- metrics_ubhpc$task_id[!(metrics_ubhpc$task_id %in% sample(metrics_ubhpc$task_id,size = 10L))]
metrics %<>% filter(!(task_id %in% remover_task_id))


metrics_ubhpc <- metrics %>% filter(resource=="UB-HPC" & state=="After" & metric == "Wall Time" & app == "HPCC" & nnodes == 1L & id > 10)
set.seed(08122018)
remover_task_id <- metrics_ubhpc$task_id[!(metrics_ubhpc$task_id %in% sample(metrics_ubhpc$task_id,size = 20L))]
metrics %<>% filter(!(task_id %in% remover_task_id))

metrics_ubhpc <- metrics %>% filter(resource=="UB-HPC" & state=="After" & metric == "Wall Time" & app == "HPCC" & nnodes == 2L & id > 10)
remover_task_id <- metrics_ubhpc$task_id[!(metrics_ubhpc$task_id %in% sample(metrics_ubhpc$task_id,size = 20L))]
metrics %<>% filter(!(task_id %in% remover_task_id))


metrics %>% filter(resource=="UB-HPC") %>% group_by(resource, app, nnodes, metric, state) %>% 
    mutate(id = row_number()) %>% 
    summarise(n=n(),avg=mean(value),units=last(units))

save(
    list=c("metrics"),
    file="metrics_selected2.Rdata"
)
#Read metrics bigger smaller

ak_metrics <- read.csv("ak_metrics.csv",header = F,col.names = c("app","metric","better"))

m_app<-ak_metrics$app[[1]]
for(i in 2:nrow(ak_metrics)){
    if(ak_metrics$app[[i]]==""){
        ak_metrics$app[[i]]=m_app
    }else{
        m_app<-ak_metrics$app[[i]]
    }
}
ak_metrics$BiggerBetter <- ak_metrics$better !="S"

ak_metrics %<>% filter(metric!="" & app %in% unlist(app_conv,use.names = F))  %>% select(-better)

save(
    list=c("ak_metrics"),
    file="ak_metrics.Rdata"
)
---
title: "Meltdown Spectre Update Performance Influence"
output: html_notebook
---


```{r setup, include=FALSE}
knitr::opts_chunk$set(echo = TRUE)
library(XML)
library(data.table)
library(dplyr)
library(ggplot2)
library(magrittr)
library(RMariaDB)
#install.packages("gridExtra")
library(gridExtra)
```


# Load data

Got tables from appkernel.ccr.buffalo.edu modw database.
```{r}
#con <- dbConnect(RMariaDB::MariaDB(), group = "appkernel", dbname = "mod_akrr")

# just connecting with root bc its the easiest
con <- dbConnect(RMariaDB::MariaDB(), username="root",group = "appkernel", dbname = "mod_akrr")

#get all tables except jobfact
res <- dbSendQuery(
    con, 
    "SELECT * FROM mod_akrr.akrr_xdmod_instanceinfo 
    WHERE status=1 AND collected > '2017-11-08 00:00:00' AND 
        ((resource LIKE \"huey%\" AND collected < '2018-01-05 13:00:00') OR
        (resource LIKE \"edge%\" AND collected < '2018-01-08 00:00:00'));")

# updated for me, this appears to get some tables that have all the info
res <- dbSendQuery(con, "SELECT * FROM mod_akrr.akrr_xdmod_instanceinfo where status=1 AND ((resource LIKE \"bare_metal_real%\") OR (resource LIKE \"singularity_real%\"));")


all_res1<- dbFetch(res)
dbClearResult(res)
all_res1$state <- 1L

# this stuff is like the 2nd half of results, right now I just have it all grouped as one in all_res1
res <- dbSendQuery(con,  
    "SELECT * FROM mod_akrr.akrr_xdmod_instanceinfo 
    WHERE status=1 AND collected > '2017-09-01 00:00:00' AND
        ((resource LIKE \"huey%\" AND collected > '2018-01-05 13:00:00') OR
        (resource LIKE \"edge%\" AND collected > '2018-01-09 00:00:00'));")
all_res2 <- dbFetch(res)
dbClearResult(res)
all_res2$state <- 2L

all_res  <- rbind(all_res1,all_res2)

# so I just have everything in all_res now, with no state difference or whatever 
all_res <- all_res1

# cleanup
dbDisconnect(con)
remove(con,res)
remove(all_res1,all_res2)
```


```{r}

# renaming things to make it more straightforward...?
all_res <- all_res1
all_res %<>% rename(app_long=reporter,task_id=instance_id)
all_res$nnodes <- as.integer(sub(".+\\.([0-9]+)$","\\1",all_res$reporternickname))

s <- all_res$app == ""

# so this list isn't really helpful since all the app_longs are just like the last part of these things
# so I'm changing it to just have the lowercase ones without all the xdmod stuffs in front
app_conv<-list(
    "namd" = "NAMD",
    "nwchem" = "NWChem",
    "gamess" = "GAMESS",
    "enzo" = "ENZO",
    "hpcc" = "HPCC",
    "imb" = "IMB",
    "graph500" ="Graph500",
    "ior" = "IOR",
    "mdtest" = "MDTest",
    "hpcg" = "HPCG" # also added hpcg in
)

# this just seems to be filtering out all the things that aren't listed above
all_res %<>% filter(app_long %in% names(app_conv))

# adds an extra column so that for namd it is NAMD and so on, like the app_conv up there
# so in app column it has all those ^^ things (the caps in app_conv)
all_res$app<-sapply(all_res$app_long,function(x){unlist(app_conv[[x]])})

# this just seems to be for local runs... doesn't apply to me yet
s<-all_res$app=="IOR"&all_res$resource=="huey_local"
all_res$app[s]<-"IOR.local"
s<-all_res$app=="MDTest"&all_res$resource=="huey_local"
all_res$app[s]<-"MDTest.local"

# N/A for me
all_res$resource[all_res$resource=="huey_local"]="huey"

#all_res$state <- sample(c(1L,2L),nrow(all_res),replace = TRUE)
# getting rid of some specific tasks? N/A I believe
all_res %<>% filter(task_id != 3701390L) %>%
    filter(task_id != 3701399L) %>%
    filter(task_id != 3701400)

rm(s)
```

```{r}
# doesn't apply for me
# this section appears to determine what sort of node/cpu it ran on? So not exactly similar for me
edge_CPU_L5520 <-c(
sprintf("cpn-d14-%02d", seq(2,23)),
sprintf("cpn-d14-%02d", seq(26,39)),
sprintf("cpn-d15-%02d", c(seq(1,32),seq(34,40))),
sprintf("cpn-d16-%02d", c(seq(2,14),seq(17,41))),
"cpn-d15-33",
"cpn-d16-15",
"cpn-d16-16"
)

nodes_CPU_L5520 <- rep(FALSE,times=nrow(all_res))
for(i in 1:nrow(all_res)){
    #i<-1
    m_nodes<-strsplit(trimws(gsub(";"," ",all_res$nodes[[i]]))," ")[[1]]
    rigth_cpu <- TRUE
    for(m_node in m_nodes){
        #print(paste(m_node,m_node %in% edge_CPU_L5520))
        if(!(m_node %in% edge_CPU_L5520)){
            rigth_cpu=FALSE
        }
    }
    #print(paste(i,rigth_cpu))
    nodes_CPU_L5520[i]<-rigth_cpu
}
all_res$resource[nodes_CPU_L5520] <- "edge8core_ibm"
all_res$resource[all_res$resource=="edge"] <- "edge8core_dell"

all <- all_res %>% filter(app!="test") %>%
    select(state,task_id,resource,app,nnodes,walltime,collected,body)
```

```{r}
# Instead, I'll do it here. will add a new cpu_type category
all_res$cpu_type <- ""

# replacing on a conditional
all_res$cpu_type <- "CPU-L5520" # if its not the other cpus, its this one
all_res$cpu_type[grepl("cpn-u25-39",all_res$nodes)] <- "CPU-GOLD-6130"
all_res$cpu_type[grepl("cpn-u22-39",all_res$nodes)] <- "CPU-GOLD-6130"
# with 27-31 it has a slightly different gres, idk if that makes a difference
all_res$cpu_type[grepl("cpn-u27-31",all_res$nodes)] <- "CPU-GOLD-6130"

all_res$cpu_type[grepl("cpn-u26",all_res$nodes)] <- "CPU-Phi-7250"

# cpus are based off of slurm config at /etc/slurm/slurm-cluster.conf
# I was using the preprod partition so that's what its based on

# gets a subset of the data
all <- all_res %>% 
    select(state, task_id, resource, app, nnodes, walltime, collected, body, cpu_type)
```


```{r}
# this seems to sorta parse the xml body file
get_metrics <- function(xml){
   l<-xmlToList(xml) 
   if(!("benchmark" %in% names(l))){return(NULL)}
   if(!("statistics" %in% names(l$benchmark))){return(NULL)}
   
   ll <- l$benchmark$statistics
   if(length(ll)==0){return(NULL)}
   
   df<-NULL
   for(i in 1:length(ll)){
       m_metrics<-NA
       m_value<-NA
       m_units<-NA
       if("ID" %in% names(ll[[i]])){m_metrics<-ll[[i]]$ID}
       if("value" %in% names(ll[[i]])){m_value<-ll[[i]]$value}
       if("units" %in% names(ll[[i]])){m_units<-ll[[i]]$units}
       df <- rbind(df,data.frame(metric=m_metrics,value=m_value,units=m_units,stringsAsFactors = FALSE))
   }
   df
}

# parses the body for all of the various metrics/info
metrics <- all %>% group_by(state,resource,app,nnodes,task_id) %>% do(get_metrics(.$body) )
metrics$value <- as.numeric(metrics$value)
metrics <- ungroup(metrics)


# unsure exactly what these things do.... not doing them
metrics$resource <- factor(metrics$resource,levels=unique(metrics$resource))
metrics$app <- factor(metrics$app,levels=unlist(app_conv, use.names = FALSE))
metrics$units <- factor(metrics$units)
metrics$metric <- factor(metrics$metric,levels=unique(c("Wall Clock Time",metrics$metric)))

metrics %<>% left_join(all %>% select(task_id,collected), by="task_id")
gc() # garbage collecting

# so at this point I think I have enough to do at least a bit of stat analysis, so I'm gonna do that instead of trying to figure all the rest of this out
```

```{r}
# gets only the entries that are hpcc
all_hpcc <- all[all$app == "HPCC",]
all_hpcc$task_id <- as.numeric(all_hpcc$task_id)
metrics_hpcc <- metrics[metrics$app == "HPCC",]

# keeps the units of metrics intact
metrics_hpcc$metric_and_units <- paste(metrics_hpcc$metric, "(", metrics_hpcc$units,")", sep="")
remove(temp)

# makes a data frame with 21 columns, 25 rows (however many metrics there are)
temp <- data.frame(matrix(ncol=length(unique(metrics_hpcc$metric_and_units))+1, nrow=length(unique(metrics_hpcc$task_id))))

# sets up the name of the columns (based on the metrics gotten)
column_names = c("task_id", unique(metrics_hpcc$metric_and_units))
colnames(temp) <- column_names
# at this point the column names are correct
temp["task_id"] <- as.numeric(unique(metrics_hpcc$task_id))

# don't need to do resource thing if we're doing the merge down there
# picks out the unique ones so that its just task id and resource being looked at
#id_and_resource <- unique(metrics_hpcc %>% select(task_id, resource))

# assigns in the resource
#temp$resource <- id_and_resource[id_and_resource$task_id==temp$task_id, "resource"]

# loop through each row - basically takes the stat names and puts the appropriate value in the proper column
for(row in 1:nrow(metrics_hpcc)){
    full_row = metrics_hpcc[row,] # full row of data frame
    id = full_row$task_id[1]# gets id of row 
    stat_name = full_row$metric_and_units[1] # gets name of the stat
    stat_val = full_row$value[1] # gets value of metric
    temp[temp$task_id==id,stat_name] <- stat_val # assigns value for that metric column
}

# puts them together based on id
temp2 <- merge(x=all_hpcc, y=temp, by="task_id")
full_hpcc <- temp2
```

```{r}
setup_data <- function(app_test)
{
    all_app <- all[all$app == app_test,]
    all_app$task_id <- as.numeric(all_app$task_id)
    metrics_app <- metrics[metrics$app == app_test,]

    # keeps the units of metrics intact
    metrics_app$metric_and_units <- paste(metrics_app$metric, "(", metrics_app$units,")", sep="")
    

    # makes a data frame with 21 columns, 25 rows (however many metrics there are)
    temp <- data.frame(matrix(ncol=length(unique(metrics_app$metric_and_units))+1, nrow=length(unique(metrics_app$task_id))))

    # sets up the name of the columns (based on the metrics gotten)
    column_names = c("task_id", unique(metrics_app$metric_and_units))
    colnames(temp) <- column_names
    # at this point the column names are correct
    temp["task_id"] <- as.numeric(unique(metrics_app$task_id))

    # don't need to do resource thing if we're doing the merge down there
    # picks out the unique ones so that its just task id and resource being looked at
    #id_and_resource <- unique(metrics_hpcc %>% select(task_id, resource))

    # assigns in the resource
    #temp$resource <- id_and_resource[id_and_resource$task_id==temp$task_id, "resource"]

    # loop through each row - basically takes the stat names and puts the appropriate value in the proper column
    for(row in 1:nrow(metrics_app)){
        full_row = metrics_app[row,] # full row of data frame
        id = full_row$task_id[1]# gets id of row 
        stat_name = full_row$metric_and_units[1] # gets name of the stat
        stat_val = full_row$value[1] # gets value of metric
        temp[temp$task_id==id,stat_name] <- stat_val # assigns value for that metric column
    }

    # puts them together based on id
    temp2 <- merge(x=all_app, y=temp, by="task_id")
    return(temp2)
}

full_namd <- setup_data("NAMD")
full_nwchem <- setup_data("NWChem")
full_gamess <- setup_data("GAMESS")
full_hpcg <- setup_data("HPCG") 
full_hpcc <- setup_data("HPCC")
full_ior <- setup_data("IOR")
# okay so hpcg seems to be a bit off/weird, looking into it
# so looks like with some of the things the avx needed for hpcg isn't available, so it just gives an error
# for bare metal, looks like global nx, ny, and nz are all 32
# for the singularity, it looks like the corresponding values are 208 (see appstdout)
# yeah for some reason the data file was not in there for the bare metal, so I just added it in
# so any tests on bare metal for hpcg after 11:38 on 07/09/19 are valid and should be the same as the singularity ones

# for some reason the walltime for nwchem is a lot higher for singularity compared to normal
```

```{r, fig.width=15}

grid.arrange(
    ggplot(full_hpcc %>% filter(resource=="vortex_bare_metal"), aes(x = resource, y = `Average Double-Precision General Matrix Multiplication (DGEMM) Floating-Point Performance(MFLOP per Second)`, fill=cpu_type)) +
        geom_dotplot(binaxis='y', stackdir='center', dotsize=0.5, position=position_jitter()),
    ggplot(full_hpcc %>% filter(resource=="vortex_dock_sing"), aes(x = resource, y = `Average Double-Precision General Matrix Multiplication (DGEMM) Floating-Point Performance(MFLOP per Second)`, fill=cpu_type)) +
        geom_dotplot(binaxis='y', stackdir='center', dotsize=0.5, position=position_jitter()),
    ncol=2)

```

```{r, fig.width=7}
ggplot(full_hpcc, 
       aes(y = `Average Double-Precision General Matrix Multiplication (DGEMM) Floating-Point Performance(MFLOP per Second)`, fill=resource)) +
        geom_boxplot() + facet_wrap(~ cpu_type,scales = "free")

ggplot(full_hpcc, 
       aes(y = walltime, fill=resource)) +
        geom_boxplot() + facet_wrap(~ cpu_type,scales = "free")

ggplot(full_hpcc, 
       aes(y = `Fast Fourier Transform (FFTW) Floating-Point Performance(MFLOP per Second)`, fill=resource)) +
        geom_boxplot() + facet_wrap(~ cpu_type,scales = "free")

ggplot(full_hpcc, 
       aes(y = `Average STREAM 'Copy' Memory Bandwidth(MByte per Second)`, fill=resource)) +
        geom_boxplot() + facet_wrap(~ cpu_type,scales = "free")
ggplot(full_hpcc, 
       aes(y = `High Performance LINPACK Floating-Point Performance(MFLOP per Second)`, fill=resource)) +
        geom_boxplot() + facet_wrap(~ cpu_type,scales = "free")

ggplot(full_hpcc %>% filter(walltime>5), 
       aes(y = `Average Double-Precision General Matrix Multiplication (DGEMM) Floating-Point Performance(MFLOP per Second)`, fill=resource)) +
        geom_boxplot() + facet_wrap(~ cpu_type,scales = "free")

```
     
```{r}

hpcc_singularity <- full_hpcc %>% filter(resource=="singularity_real")
hpcc_bare_metal <- full_hpcc %>% filter(resource=="bare_metal_real")
t.test(hpcc_singularity$`Fast Fourier Transform (FFTW) Floating-Point Performance(MFLOP per Second)`, hpcc_bare_metal$`Fast Fourier Transform (FFTW) Floating-Point Performance(MFLOP per Second)`)


```

```{r}
ggplot(full_hpcc, aes(x = resource, y = walltime, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='centerwhole')
```
```{r}
colnames(full_hpcc) <- gsub(" ","_",colnames(full_hpcc))
ggplot(full_hpcc, aes(x = resource, y = `MPI Random Access(MUpdate per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center', binwidth=0.1)

```

```{r}
ggplot(full_hpcc, aes(x = resource, y = `Average Double-Precision General Matrix Multiplication (DGEMM) Floating-Point Performance(MFLOP per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')

```


```{r}
ggplot(full_hpcc, aes(x = resource, y = `Average STREAM 'Add' Memory Bandwidth(MByte per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')
```

```{r}
ggplot(full_hpcc, aes(x = resource, y = `Average STREAM 'Copy' Memory Bandwidth(MByte per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')
```

```{r}
ggplot(full_hpcc, aes(x = resource, y = `Fast Fourier Transform (FFTW) Floating-Point Performance(MFLOP per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')

```
```{r}
ggplot(full_hpcc, aes(x = resource, y = `High Performance LINPACK Efficiency(Percent)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')

```

```{r}
ggplot(full_hpcc, aes(x = resource, y = `Parallel Matrix Transpose (PTRANS)(MByte per Second)`, fill=cpu_type)) +
    geom_dotplot(binaxis='y', stackdir='center')
```


```{r}
# making sure to filter out any resources we aint using
metrics %<>% filter(resource %in% c("vortex_bare_metal","vortex_dock_sing"))

metrics$resource <- factor(
    metrics$resource,
    levels = unique(c("vortex_bare_metal","vortex_dock_sing")))

levels(metrics$resource) <- c("TestCluster","ProductionCluster")
metrics$nnodes <- factor(metrics$nnodes,levels = unique(c(1,2,4,8,16,metrics$nnodes)))

metrics$state_id <- metrics$state
metrics$state <- as.character(metrics$state_id)
metrics$state[metrics$state=="1"]<-"Before"
metrics$state[metrics$state=="2"]<-"After"

metrics$state <- factor(metrics$state,levels = c("Before","After"))

metrics %<>% arrange(collected)

#convert md performance should be ns/day was sim second per Day
j <- metrics$metric=="Molecular Dynamics Performance"
metrics$value[j] <- metrics$value[j]*1e9
metrics$units[j] <- "ns/day"


```


```{r}
write.csv(metrics,"metrics.csv")
save(
    list=c("metrics"),
    file="metrics.Rdata"
)
```



```{r}


metrics %<>% filter(app %in% c("HPCC","NAMD"))
metrics$app <- factor(as.character(metrics$app),levels = c("HPCC","NAMD"))

selected_metrics <- c(
    "Wall Clock Time",
    "Molecular Dynamics Simulation Performance",
    "High Performance LINPACK Floating-Point Performance",
    "Fast Fourier Transform (FFTW) Floating-Point Performance",
    "Average Double-Precision General Matrix Multiplication (DGEMM) Floating-Point Performance",
    "Average STREAM 'Copy' Memory Bandwidth"
)
metrics %<>% filter(metric %in% selected_metrics)
metrics$metric <- factor(as.character(metrics$metric),levels = selected_metrics)
metrics$metric_long <- metrics$metric
levels(metrics$metric) <- c(
    "Wall Time",
    "MD Perf.",
    "LINPACK",
    "FFT",
    "DGEMM",
    "STREAM"
)

#convert md performance should be ns/day was sim second per Day
j <- metrics$metric=="Molecular Dynamics Performance"
metrics$value[j] <- metrics$value[j]*1e9

j <- metrics$metric=="LINPACK"
metrics$value[j] <- metrics$value[j]/1024

#metrics %>% group_by(metric) %>% summarise(units=last(units))
metrics$units <- metrics$metric
levels(metrics$units) <- c(
    "s",
    "ns/day",
    "GFLOP/s",
    "MFLOP/s",
    "MFLOP/s",
    "MB/s"
)

save(
    list=c("metrics"),
    file="metrics_selected.Rdata"
)
```

```{r}
load(file="metrics_selected.Rdata")
#select only what is needed2

#only up to 30 points for Testing-Cluster
metrics %>% group_by(resource, app, nnodes, metric, state) %>% 
    mutate(id = row_number()) %>% 
    summarise(n=n(),avg=mean(value),units=last(units))
    
metrics %<>% group_by(resource, app, nnodes, metric, state) %>% 
        mutate(id = row_number()) %>% ungroup()


metrics %<>% filter(!(resource=="Testing-Cluster" & id > 30L))

#Sparcify After for UBHPC
metrics %>% filter(resource=="UB-HPC" & app == "NAMD") %>% group_by(resource, app, nnodes, metric, state) %>% 
    mutate(id = row_number()) %>% 
    summarise(n=n(),avg=mean(value),units=last(units))

metrics_ubhpc <- metrics %>% filter(resource=="UB-HPC" & state=="After" & metric == "Wall Time" & app == "NAMD" & nnodes == 1L & id > 10)
set.seed(08122018)
remover_task_id <- metrics_ubhpc$task_id[!(metrics_ubhpc$task_id %in% sample(metrics_ubhpc$task_id,size = 20L))]
metrics %<>% filter(!(task_id %in% remover_task_id))

metrics_ubhpc <- metrics %>% filter(resource=="UB-HPC" & state=="After" & metric == "Wall Time" & app == "NAMD" & nnodes == 2L & id > 20)
remover_task_id <- metrics_ubhpc$task_id[!(metrics_ubhpc$task_id %in% sample(metrics_ubhpc$task_id,size = 10L))]
metrics %<>% filter(!(task_id %in% remover_task_id))


metrics_ubhpc <- metrics %>% filter(resource=="UB-HPC" & state=="After" & metric == "Wall Time" & app == "HPCC" & nnodes == 1L & id > 10)
set.seed(08122018)
remover_task_id <- metrics_ubhpc$task_id[!(metrics_ubhpc$task_id %in% sample(metrics_ubhpc$task_id,size = 20L))]
metrics %<>% filter(!(task_id %in% remover_task_id))

metrics_ubhpc <- metrics %>% filter(resource=="UB-HPC" & state=="After" & metric == "Wall Time" & app == "HPCC" & nnodes == 2L & id > 10)
remover_task_id <- metrics_ubhpc$task_id[!(metrics_ubhpc$task_id %in% sample(metrics_ubhpc$task_id,size = 20L))]
metrics %<>% filter(!(task_id %in% remover_task_id))


metrics %>% filter(resource=="UB-HPC") %>% group_by(resource, app, nnodes, metric, state) %>% 
    mutate(id = row_number()) %>% 
    summarise(n=n(),avg=mean(value),units=last(units))

save(
    list=c("metrics"),
    file="metrics_selected2.Rdata"
)
```

```{r}
#Read metrics bigger smaller

ak_metrics <- read.csv("ak_metrics.csv",header = F,col.names = c("app","metric","better"))

m_app<-ak_metrics$app[[1]]
for(i in 2:nrow(ak_metrics)){
    if(ak_metrics$app[[i]]==""){
        ak_metrics$app[[i]]=m_app
    }else{
        m_app<-ak_metrics$app[[i]]
    }
}
ak_metrics$BiggerBetter <- ak_metrics$better !="S"

ak_metrics %<>% filter(metric!="" & app %in% unlist(app_conv,use.names = F))  %>% select(-better)

save(
    list=c("ak_metrics"),
    file="ak_metrics.Rdata"
)
```








